Find agent skills by outcome

- Software Engineering: Python

Java

Claude Code Skill (Slash Command): review-and-commit.md

Explicitly probe for human and organizational factors

including:

Professionals

engineers

(unchanged – tasks

research

Domain Focus: Primarily software development

system architecture

For complex tasks

break operations into clear

For tasks with branching logic

guide Claude through decision points:

- Use cases: Database schemas

API documentation

Medium freedom (pseudocode or scripts with parameters): Use when a preferred pattern exists

some variation is acceptable

specialized knowledge

workflows

description: Guide for creating effective skills. This skill should be used when users want to creat...

workflows

result = await evaluatesingletask(client

model

When given a task

you MUST:

Before finalizing your Python MCP server implementation

ensure:

- [ ] Tools enable complete workflows

not just API endpoint wrappers

return await apicall(resourceid

api_key)

- `ctx.log_info(message

data) / ctx.logerror() / ctx.logdebug()` - Logging

FastMCP can automatically inject a Context parameter into tools for advanced capabilities like loggi...

progress reporting

async def makeapi_request(endpoint: str

method: str = GET

This server provides tools to interact with Example API

including user search

async def makeapi_request(endpoint: str

method: str = GET

data = await api_request(limit=params.limit

offset=params.offset)

The official MCP Python SDK provides FastMCP

a high-level framework for building MCP servers. It provides: